A HIERARCHY OF MACRODYNAMICAL EQUATIONS FOR ASSOCIATIVE MEMORY

被引:80
作者
OKADA, M
机构
关键词
ASSOCIATIVE MEMORY; STATISTICAL NEURODYNAMICS; STORAGE CAPACITY; BASIN OF ATTRACTOR; RECALLING PROCESS;
D O I
10.1016/0893-6080(95)00001-G
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The present paper proposes a hierarchy of macrodynamical equations for the recalling process of the autocorrelation associative memory model with synchronous dynamics. The present theory takes account of direct correlations between the cross talk noise terms at different time steps. The storage capacity and the basin of attraction obtained by the present theory are in good agreement with results by computer simulations. The first-order equation corresponds to the Amari and Maginu theory. The higher-order equation coincides with the storage capacity obtained by the replica theory.
引用
收藏
页码:833 / 838
页数:6
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